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Section 1: Introduction to Post-Classical Computational Paradigms 1.1 The Impasse of Classical Computation and the Rise of Quantum Models For over half a century, the paradigm of classical computation, underpinned Read More …
Section 1: The Kernel Trick in Classical and Quantum Regimes 1.1 The Principle of Classical Kernel Methods and the SVM At the core of many powerful supervised machine learning algorithms Read More …
Abstract This report provides an exhaustive analysis of Quantum Reservoir Computing (QRC), a hybrid quantum-classical machine learning paradigm poised to address complex temporal information processing tasks. We begin by establishing Read More …
Executive Summary Quantum-enhanced robotics represents a paradigm shift, moving beyond the incremental improvements of classical systems to unlock fundamentally new capabilities in autonomy, perception, and security. This report provides a Read More …